TNF and COVID-19: We proposed a three-variable (NLR, Spo2/Fio2 ratio, and LDH) and four-variable model (NLR, Spo2/Fio2 ratio, LDH, and TNF-α) for identifying the hyperactive phenotype of COVID-19.